Edtech Software Development | Adaptive Learning Platforms

Edtech software that
students actually finish

10K+SAT questions, NALA Prep
30+Full-length tests
2015Building since

★★★★★5.0 on Clutch, 26 reviews

Most learning products lose people long before they learn anything. The hard part is not putting content on a screen; it is the engagement loop, the assessment that has to be fair, the AI help that has to stay accurate, and the student data that has to be handled correctly. That is the half we have shipped before, including NALA Prep, a digital SAT platform with adaptive scoring, more than 10,000 practice questions, and over 30 full-length tests.

Edtech app showing an adaptive practice question and a learner progress ring over a knowledge map
Shipped by our team

The hard part is not the video player

Retention is the product

People install on January first and delete by January eighth. Everything that holds a user past week one is a system you design on purpose, not a feature you bolt on at the end.

The data is messy

Wearable and health streams are noisier than founders expect, and they all report differently. Reconciling steps and heart rate accurately is real engineering, and a dashboard on bad data loses trust fast.

The money must reconcile

A rewards economy with real payouts cannot have a reconciliation bug. Points, redemptions, partner brands, and the rails underneath all have to add up to the cent when real money moves.

What we build

Four systems, one app icon

Uploading lessons is the easy 20 percent. The 80 percent that decides whether people come back and whether they learn is the half that is hard to build and easy to get wrong.

Adaptive learning and assessment

A path that adjusts to the learner, scoring that means something, and a question bank that stays fair and hard to game. NALA Prep is exactly this at SAT scale.

Content and authoring

The tools your team uses to build, version, and ship courses and question banks without an engineer in the loop for every change.

AI study tools with guardrails

Transcription, summarization, and feedback that answer from the actual course material, not from a model's imagination. We shipped Notesight, which turns lectures into structured, searchable notes with WhisperX.

Learning analytics

Progress, mastery, and cohort views that tell a teacher or an admin what is actually working, built on data you can trust.

The stack

The stack we build on

We build on a stack we have run in production, chosen to fit the learning problem rather than the other way around. We ship web on React and Next.js, mobile on React Native, and run AI study features on a grounded retrieval setup so a tutor or a summary answers from the real course material. Read how we build an SAT prep platform, or see our AI development work.

ReactNext.jsReact NativeNode.jsNestJSPythonPostgresAdaptive scoringWhisperXStripeWCAG

How it works

How an edtech build starts

One senior team that has shipped adaptive learning, AI study tools, and student-data safety before.

01
Tell us what you are building

A short call to understand the product, the learners, and which of the four systems you need on day one versus later.

02
We scope it and match a team

We agree the build plan, the timeline, and a senior team across web, mobile, AI, and data that fits your stack and your compliance needs.

03
Senior people ship it

Your team builds, backed by design, QA, and code review, with the learning loop and the data posture tested from the first sprint.

Building edtech that has to teach and measure? Let us scope it.

Get a build estimate

Proof

Edtech we have shipped

10K+
SAT questions
NALA Prep

A digital SAT prep platform with adaptive scoring and performance tracking, more than 10,000 practice questions, and over 30 full-length tests. Built on React, NestJS, and Next.js with production payments.

See it live
AI
transcription
Notesight

A web app that transcribes and segments audio and video into accurate, structured notes with the WhisperX model, the kind of study and lecture capture tool that turns hours of recording into something searchable.

See it live
K-12
literacy
Reading platform

An eLearning reading application we built to help kids gain core literacy skills, engaging for young learners while staying simple to use.

See the case study
Trusted by the best in their industries.
Adam Egesa photo
Normative
Adam Egesa
CEO & CTO
2muchcoffee provides top-notch development work and expert advice that please end-users needs. The team is transparent about progress, communicative, and committed to deadlines.
Niklas Frisk photo
Stepler
Niklas Frisk
Co-founder & CEO
The app has received positive feedback from users. 2muchcoffee leverages their strong work ethic and technical expertise to produce results that meet the needs and requirements of the client. The team develops solutions that engage the client's audience.
Lindsay Scholtes photo
Scholyr
Lindsay Scholtes
Co-founder & CEO
Internal stakeholders are pleased with the UX/UI and functionality of the final product. Excellent communication and consistent professionalism were hallmarks of this partnership. Customers can expect a dedicated, innovative partner that will meet every requirement.
Alexandre Lacgèze photo
Station
Alexandre Lacgèze
Co-founder & CTO
Users commented that the revamped app was richer in features and more user-friendly. The solution would also be a lot easier to scale in the future thanks to the well-written code. Collaborative and diligent, 2muchcoffee took the time to understand the core business goals, which informed the work.
Peter ten Klooster photo
Inktank
Peter ten Klooster
Co-founder
2muchcoffee filled the development partner role seamlessly and created an essential component for the client. Their team was responsive and always available. They offered detailed feedback that showcased their expertise in the field. Customers can expect a capable and flexible team of developers.
Lars Rieger photo
Digistore24
Lars Rieger
Product Manager
Collaborating with an in-house design team, 2muchcoffee delivered dynamic, user-friendly websites and pages within a narrow time frame. The team remained involved and diligent, offering experienced guidance and recommendations to minimize shortfalls or errors.

Questions

Edtech software development, answered

How long does it take to build an edtech MVP?

It depends on how much of the four-system stack (adaptive learning, content authoring, AI tools, analytics) you need on day one versus later. We scope it with you before quoting rather than guessing at a number, and we start with the smallest version that can actually teach and measure.

Can you build adaptive learning and real assessment, not just quizzes?

Yes. NALA Prep is an adaptive SAT platform with performance tracking and a large question bank, and adaptive scoring plus a fair, hard-to-game assessment engine is the part of edtech we specialize in.

How do you handle student data privacy, FERPA, and COPPA?

We design for it from the schema up: least-privilege access, clear separation of student data, and a privacy posture built to withstand scrutiny, which matters most for anything aimed at K-12.

Can you add AI tutoring or summarization without it giving wrong answers?

Yes, and the accuracy is the engineering. We ground the AI in the actual course material and constrain what it can assert, the same discipline behind Notesight's transcription work, so help stays correct instead of confidently wrong.

Do you build for accessibility?

Yes. Accessibility is a legal and a market requirement in education, so we build to WCAG from the start rather than retrofitting it, which also widens who can use the product.

Build edtech that
students finish

Tell us what you're building. We'll scope the learning, assessment, AI, and data systems with you and put senior people on it.

Get a build estimate

CONTACT OUR TEAM

Do you have an idea for your next project? Not sure what tech stack or business model to choose? Share your thoughts and our team will assist you in any inquiry.
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